Tap a claim on the ring to put it at the centre.
← Surprise usually comes from something that has not happened in one's…
17 connected korrents · 17 moments from 27 Sept 2022 to 27 Sept 2026.
Everything filed under world models
world models
Everything filed under recursive self-improvement
recursive self-improvement
Everything filed under LLMs
LLMs
Everything filed under reinforcement learning
reinforcement learning
Everything filed under climate change
climate change
Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject
Read this korrent: Surprise usually comes from something that has not happened in one's own lifetime but did happen before, so it is not seen or thought about.
Surprise usually comes from something that has not happened in one's own lifetime but did happen before, so it is not seen or thought about.
Last stated 4 years ago
27 Sept 2022
RD
Ray Dalio — holds since 2022-09-27 — tap for who they are
Same subject: A system trained only on what is already known cannot produce genuine surprises, because a known thing stops being a surprise. — tap to centre the map on it
A system trained only on what is already known cannot produce genuine surprises, because a known thing stops being a surprise.
Last stated 3 weeks ago
18 Sept 2026
CD
Cory Doctorow — holds since 2026-09-18 — tap for who they are
Same subject: Humans collapse over the course of a life exactly as models do; children say shocking things because they have not overfitted yet. — tap to centre the map on it
Humans collapse over the course of a life exactly as models do; children say shocking things because they have not overfitted yet.
Last stated 12 months ago
17 Oct 2025
AK
Andrej Karpathy — holds since 2025-10-17 — tap for who they are
Same subject: The world around people is completely mutable; most everything that happens is because a person made it happen. — tap to centre the map on it
The world around people is completely mutable; most everything that happens is because a person made it happen.
Last stated 4 weeks ago
11 Sept 2026
MH
Mitchell Hashimoto — holds since 2026-09-11 — tap for who they are
Same subject: Seeing something many times does not put it into memory: familiarity with a thing and knowledge of it are different, and people confuse the two constantly. — tap to centre the map on it
Seeing something many times does not put it into memory: familiarity with a thing and knowledge of it are different, and people confuse the two constantly.
Last stated 3 months ago
13 Jul 2026
AC
Alan Castel — holds since 2026-07-13 — tap for who they are
Same subject: A thought that was never captured was never uploaded, so AI has never seen it, and that is where humans remain unique. — tap to centre the map on it
A thought that was never captured was never uploaded, so AI has never seen it, and that is where humans remain unique.
Last stated 2 months ago
10 Aug 2026
FL
Fei-Fei Li — holds since 2026-08-10 — tap for who they are
Same subject: A work does not have to be unlike everything before it to be worth making; what makes it new is that this particular person made it. — tap to centre the map on it
A work does not have to be unlike everything before it to be worth making; what makes it new is that this particular person made it.
Last stated 3 months ago
29 Jun 2026
TC
Ted Chiang — holds since 2024-08-31 — tap for who they are
NC
Nick Cave — holds since 2026-06-29 — tap for who they are
Same subject: The historical occurrence of extreme natural events does not by itself show whether their odds have changed over time. — tap to centre the map on it
The historical occurrence of extreme natural events does not by itself show whether their odds have changed over time.
Last stated a month ago
28 Aug 2026
ZH
Zeke Hausfather — holds since 2026-08-28 — tap for who they are
Same subject: Coincidences happen and correlation does not equal causation. — tap to centre the map on it
Coincidences happen and correlation does not equal causation.
Last stated 2 weeks ago
27 Sept 2026
MB
Matt Birchler — holds since 2026-09-27 — tap for who they are
Same subject: A model that can predict the next frames of a video coherently understands the world, in the only sense of the word that is doing any work. — tap to centre the map on it
A model that can predict the next frames of a video coherently understands the world, in the only sense of the word that is doing any work.
Last stated a year ago
23 Jul 2025
DH
Demis Hassabis — holds since 2025-07-23 — tap for who they are
Same subject: An adaptive agent's world model cannot be a static representation learned once and fixed — tap to centre the map on it
An adaptive agent's world model cannot be a static representation learned once and fixed
Last stated a year ago
17 Jul 2025
FC
François Chollet — holds since 2025-07-17 — tap for who they are
Same subject: Coding is not just another application domain for AI; it is the meta-skill that lets AI generate its own training material and start the recursive self-improvement loop. — tap to centre the map on it
Coding is not just another application domain for AI; it is the meta-skill that lets AI generate its own training material and start the recursive self-improvement loop.
Last stated 2 months ago
10 Aug 2026
FC
François Chollet — holds since 2026-08-10 — tap for who they are
Same subject: A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute. — tap to centre the map on it
A ban on self-recursive improvement in AI models would create a big incentive for some other parts of the world to invest a lot more in compute.
Last stated 2 weeks ago
22 Sept 2026
TC
Tyler Cowen — holds since 2026-09-22 — tap for who they are
Same subject: AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started. — tap to centre the map on it
AI is already inside the recursive self-improvement loop — what the labs have shipped in recent weeks shows the cycle has started.
Last stated 2 months ago
3 Aug 2026
CP
Chamath Palihapitiya — holds since 2026-08-03 — tap for who they are
Same subject: AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033. — tap to centre the map on it
AI research will be fully automated around 2030 or 2031, and AI will beat humans at essentially any job by about 2033.
Last stated 2 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: The goal was never good simulation; it was answering counterfactuals, and a value function does that job as well as a simulator does. — tap to centre the map on it
The goal was never good simulation; it was answering counterfactuals, and a value function does that job as well as a simulator does.
Last stated a year ago
12 Sept 2025
SL
Sergey Levine — holds since 2025-09-12 — tap for who they are
Same subject: A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score. — tap to centre the map on it
A feedback loop that reinforces a behavior pulls it toward whatever improves the loop's own score.
Last stated a month ago
26 Aug 2026
HK
Henrik Karlsson — holds since 2026-08-26 — tap for who they are
Same subject: A physical AI company needs three AIs, not one — the agent, the simulator and the critic — turning deployment into a flywheel. — tap to centre the map on it
A physical AI company needs three AIs, not one — the agent, the simulator and the critic — turning deployment into a flywheel.
Last stated 2 months ago
3 Aug 2026
DD
Dmitri Dolgov — holds since 2026-08-03 — tap for who they are
same subject or similar wording a cloud: claims about one subject, named for it bar: when it was last stated, on a scale from 2015 to today — full is today a face: someone who holds the claim — tap it for who they are